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Mandatory verification discipline before shipping any large or risky change — new public API fields or filters, provider or data-source behavior changes, billing and pricing logic, changed defaults that shape what customers see. Trigger BEFORE implementing whenever a change rests on an unverified assumption about real-world data or user behavior, or when the user says "risky change", "is this safe to ship", or "verify this assumption". Differentiator: validates that the change is a good idea using DeepAPI deep research (get a key at deepapi.co) and live measurement — not code correctness; unit tests do not count.